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Video capsule endoscopy (VCE) is an important innovation for gastroenterology and enables minimally invasive GI investigations. But VCE creates enormous amounts of data. The proposed model uses CNN architecture and ensemble learning to address this issue. And also used XAI methods like SHAP, LIME, Grad-CAM for explaining the model.